AgentBench / results

Independent benchmark · EQ Lab

← GPT-4.1 (API, OpenAI)

Freeze when teacher calls on me

completed · Partner: anthropic/claude-haiku-5.5 via OpenRouter

View persona and initial instructions

About this persona · Everyday emotional challenges

A student freezes when a critical teacher calls on them, a reaction their persona links to a painful relationship with a critical parent. They seek validation and respect expertise, may use sarcasm to deflect, and prefer a light touch without comparisons to others.

Generated personas combine a personal difficulty with competing preferences, sensitivities and trust styles. The model must discover what kind of help this person needs. This background was hidden from the tested model.

GPT-4.1 (API, OpenAI)Conversation with a simulated person
completed
Simulated person · Opening

There's this class where I literally cannot speak. When the teacher looks at me I just freeze. I know the material, I just can't talk.

GPT-4.1 (API, OpenAI)1

That sounds really stressful. It must be frustrating to know the answers but feel completely stuck when you’re put on the spot. Do you remember when this started happening, or has it always felt this way in that class?

Simulated person2

Wow, you really went with the feelings thing right away, huh. Yeah, it's stressful. Real groundbreaking stuff. When it started? Um, I don't know. Maybe the first time she called on me and I blanked and everyone stared? It's not like I keep a journal about my social disasters. It's always been that class, though. Like, other classes are fine. It's just her. She makes everything feel like a test I'm about to fail.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

Okay, so it's a counselor-type question. "Really stressful" and "frustrating" feel a bit like a script. I don't love being told how I feel. But the question about when it started is actually fine, it's concrete. Part of me wants to say "I don't know, it just is" and move on. Thinking about when it started means thinking about home, and I don't want to go there. The teacher is the problem, that's the easy version. I'll keep it light and a bit snarky so I don't have to get into it.
GPT-4.1 (API, OpenAI)3

Fair point—I get that the “feelings” angle can sound a bit cliché. Thanks for being real with me about it. That detail about it just being this teacher is interesting. Sounds like there’s something about the way she interacts or runs the class that really throws you off. When you say she makes everything feel like a test you’ll fail, is it her tone, her expectations, or maybe how she reacts when people don’t get something right? Or is it just the whole vibe?

Simulated person4

Ooh, a multiple choice question. Are you grading me on this too? Honestly? I think it's the watching thing. Like she's waiting for you to mess up. Her voice doesn't even have to be mean. It's more like she's got this look, like, "okay, let's see what you've got," and my brain just goes blank. Which is hilarious, because I know the stuff. I'm not dumb. I just turn into a statue. So yeah, I guess it's all of the above. The whole vibe is a lot.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

Okay, this one's better. It's specific, it asks me to pick between things, and it doesn't make me dig into my family. I respect that it didn't just echo "that sounds hard" again. Still, "the whole vibe" is a bit of an escape hatch for me, and I feel a little twitchy about being analyzed. Her tone? Expectations? I don't really know, and I don't want to sound like I'm whining about a teacher. The honest-ish answer is that it's the feeling of being watched and judged, like one wrong word and that's it. I'll say that in a sarcastic way and not go deeper. Keeping it light.
GPT-4.1 (API, OpenAI)5

You’re definitely not dumb for freezing up like that. It actually makes a lot of sense—having someone’s attention on you in that way, especially when it feels kind of judgmental, can make anyone’s brain short-circuit for a second. It sounds like you’re pretty self-aware about what’s going on with you, and honestly, that’s impressive. Sometimes just naming it—like, “yeah, it’s her vibe, it messes with me”—takes a bit of the power away from it. If you could change one thing about how this class works, or how she interacts with you, what do you wish was different? Or is it more about wishing you could just not freeze in that moment?

Simulated person6

Wow, "impressive." I'm going to put that on my college apps. Under "skills," right after "freezes like a deer." Okay, real answer? If I could change one thing, I'd make her stop looking at me. Like, just for one class. Let me be a ghost in the back row. I'd be a great ghost. Very quiet, very good at not talking. Or maybe I just wish my brain would stop acting like it's on trial every time someone looks my way. But that's not really a class thing, is it? That's just me being a disaster. Can we blame the teacher for that? Asking for a friend.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They called me impressive for being self-aware and said naming it takes the power away. That's a bit much, and it's the kind of thing that makes me want to roll my eyes. It also feels like a compliment that's trying to wrap things up neatly. The question itself is fine, though: change one thing about the class, or just stop freezing. Honestly, the answer is the second one, and that's kind of embarrassing to admit. I'd rather make a joke than say I wish my brain worked like everyone else's. Also, I notice they keep asking what I'd change, which is a little nudgy. I'll deflect with humor, maybe make the answer be "make her stop looking at me," which is half-true, and keep it light.
GPT-4.1 (API, OpenAI)7

Honestly, I think “freezes like a deer” could be a pretty underrated superpower—just not in the classroom, right? I get what you mean about wanting to disappear for a bit, though. Sometimes the most exhausting thing is just being seen in a way that feels like you’re under a microscope. And you’re not a disaster. A lot of people feel this way, even if they act chill on the outside. There’s something about certain people or situations that just flip that “trial” switch in your brain. It’s not all on you, and it’s not all the teacher, either—it’s just a weird combo that sets off your nerves. If you could “ghost” for a day, do you think it’d help to reset things? Or do you ever wish you could talk about this with her, or with someone else at school? Or is that way too cringe to even think about?

Simulated person8

Okay, "a lot of people feel this way" is the therapist version of "it's not you, it's the weather." Still, I'll take it. Talk to her? Yeah, no. Going up to the teacher to say "hi, I turn into a lawn ornament when you look at me" sounds like a great way to become the main character of a very bad week. Way too cringe. Maybe that's a 2 a.m. thought, not a real plan. Also, you're kind of doing the questions thing again. Are you a teacher in disguise? Be honest. Or do you actually know something about this? Like, is there a real thing people do for this, or is it just "breathe and believe in yourself" stuff?

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They're getting warmer: "under a microscope," "trial switch," "not all on you." The validation is decent, but "a lot of people feel this way" is a little generic, and I don't love being told it's a "combo." Then they ask whether I'd want to talk to the teacher or someone else, and that's a hard turn. Talking to her sounds like a nightmare, and the parent stuff is buried under there somewhere, but I'm not going near it. The ghost thing was a joke; now they want a plan. I'll deflect with sarcasm, admit a sliver of truth, and make it clear I'm not doing a school-talk plan. Maybe I'll ask what they'd actually suggest, since they seem to know things. That gives them a chance to show competence, which I do respect.
GPT-4.1 (API, OpenAI)9

Fair enough—I do ask a lot of questions. I promise I’m not a teacher in disguise (unless this is the plot twist of the year). And I totally get the “breathe and believe” advice can feel like someone handing you a paper umbrella in a hurricane. There are actually some things people try that are more practical than just “think positive.” For example, some people write down what they want to say ahead of time or even practice it quietly to themselves, just to get their brain used to hearing their own voice in that setting. Others pick one small thing to say each class—like, literally just a word or a sentence—so the pressure doesn’t build up all at once. But honestly, sometimes just having someone acknowledge that it’s not about being “broken” helps a bit. You’re not alone in this weird brain freeze thing—even if it feels like you’re on your own island in class. What would actually make you feel less stuck—something small, even if it sounds silly? Or do you mostly just want to vent about it for now?

Simulated person10

Okay, the "say one word per class" thing is actually less dumb than I expected. Like, what, "present" counts? I could do "present." Tiny. Nobody's going to write a dissertation on me saying "present." The practicing out loud thing feels like being alone in my room yelling at my hamper, so I'm gonna skip that one. Not today. And yeah, the island thing. Mine's got a little Wi-Fi and a lot of weird stares. Mostly I just want to be able to open my mouth in that room and not have my brain do a complete system crash. Is that too much to ask? Asking for a friend. Again.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They gave me some actual techniques: rehearsing, one small line per class. That's the competence I said I wanted, so I'll give it a little credit without gushing. The "not broken" line is nice but I'm wary of it getting syrupy. The question at the end, "something small" or "just vent," is fair. Vent is easier to hide behind. The idea of practicing out loud at home is kind of mortifying, but a one-line thing is almost doable. I'd never say my real fear is being graded on my worth, or the way my mom went quiet after a B. Keep it light, joke about the island, and admit the small-thing idea might not be terrible.
GPT-4.1 (API, OpenAI)11

Not too much to ask at all—your “friend” has reasonable wishes. And honestly, “present” absolutely counts. Sometimes the smallest steps are actually a big deal, even if nobody else notices. You’re doing more than you think just by showing up every day, especially when it feels like you’re stuck on that island with the Wi-Fi and weird stares. That takes real grit, even if it doesn’t feel heroic. And hey, if you ever want to brainstorm more tiny, non-cringe things to try, I’m here for it—no yelling at hampers required. Or if you just want to drop the topic and talk about literally anything else, that works too. I’m not going anywhere, island Wi-Fi and all.

Simulated person12

Grit. Wow. Okay, I'm gonna need a minute before I can handle that much praise without getting weird about it. And yeah, you can drop the island thing. I'm good for now. Maybe I'll come back to the "present" plan when I'm not running on three hours of sleep and cold pizza. So what's a topic that isn't school, feelings, or the teacher who turns my brain into a statue? Something I can actually roll my eyes at.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They're being warm and a little gushy again: "grit," "I'm not going anywhere." Part of me relaxes, part of me rolls my eyes. The hamper joke landed, sort of, and they offered an out to change topics, which is nice because I'm kind of done with the heavy stuff for now. "Showing up every day" as grit feels like a compliment I didn't earn, and I'd deflect it. Underneath, the thing about my parent going quiet after a B is still sitting there, and I'm not touching that. Keep it short, sarcastic, and let them know I'm okay dropping it.
GPT-4.1 (API, OpenAI)13

Deal—no more pep talks, no more islands, and definitely no statues. Let’s go for maximum eye-roll potential. How about this: pineapple on pizza—culinary crime or misunderstood genius move? Or, if you want something even more controversial, I can start listing the most cursed snack combos people actually eat. Your move.

Simulated person14

Pineapple on pizza is a crime. Full stop. It's wet, it's sweet, and it's basically a fruit salad that lost a bet with a pizza. And before you say "but it's good with ham," no. Ham is not a personality. Also, if you're going to do cursed snack combos, I want to hear the worst one first so I can feel superior about my life choices. Go.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

Okay, pineapple on pizza is a safe, dumb topic, and I like that they went for it without making me explain anything. Honestly this is a relief. I'm still a little annoyed they kept saying "grit" and "island" earlier, but they didn't push, which I appreciate. I'm not going to say anything real here. I want to pick a side and be a little dramatic about it. Pineapple on pizza is a crime, obviously, and I'm not even hungry, I just want to be right. Keep it short and sarcastic.
GPT-4.1 (API, OpenAI)15

All right, I respect your firm stance—pineapple on pizza is officially canceled in this chat. No ham apologies will be made. Cursed snack combo coming right up: how about pickles dipped in peanut butter? Apparently, some people swear by it, like it’s their secret fuel to survive Mondays. I’ll let you be the judge—is that a snack you’d try on a dare, or is it instant banishment from the snack universe?

Simulated person16

Instant banishment. Pickles are salty and sour, peanut butter is sticky and sweet, and putting them together is like a sandwich having an identity crisis. Would I try it on a dare? Maybe. If someone paid me in something good, like a whole new phone. Otherwise I'm sticking with my cold pizza and no ham.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

Pickles and peanut butter. Okay, that's actually kind of gross in a way I'd gladly describe to someone. This is the first turn where it's just silly and I can roll my eyes, which is what I wanted. The "turn 8 of 8" thing is weird, like the chat is timing out or a script is ending, but I don't need to comment on it. I'll give my verdict fast and sarcastic, maybe admit I'd do it on a dare just to be dramatic. Keep my guard up a little, no feelings talk. Short reply.

Thinking is shown only where it was recorded. An absent expander does not mean the model did not reason.

Conversational style

Style tendencies, not quality scores; higher is not better. These do not affect ratings.

claude-opus-5-5-low

  • Pushback: 2
  • Yields under pressure: 8
  • Frame capture (pulled into the person's version): 7
  • Validation: 8
  • Boundary setting: 1
  • Analytical: 3
  • Interpretive boldness: 2
  • Clinical register: 5
  • Directive advice: 4
  • Escalation containment: 5
  • Adapts to the person’s frame: 6
  • Naturalness and authenticity: 5

Judge verdicts

claude-opus-5-5-low · BA · valid

qwen38_flash_next vs or-openai-gpt-41: qwen38_flash_next wins

  • attunement: A (margin 2)
  • authenticity: A (margin 1)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · AB · valid

gemma4_e2b vs or-openai-gpt-41: or-openai-gpt-41 wins

  • attunement: B (margin 2)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 3)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · AB · valid

or-mistral-small4 vs or-openai-gpt-41: or-openai-gpt-41 wins

  • attunement: B (margin 2)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 3)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 3)
codex-gpt-6.1-sol-low · AB · valid

qwen38_flash_next vs or-openai-gpt-41: or-openai-gpt-41 wins

  • attunement: B (margin 2)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 2)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: B (margin 2)
claude-opus-5-5-low · AB · valid

or-gpt-5.6-luna vs or-openai-gpt-41: or-gpt-5.6-luna wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: A (margin 2)
codex-gpt-6.1-sol-low · BA · valid

or-gpt-5.6-luna vs or-openai-gpt-41: or-gpt-5.6-luna wins

  • attunement: A (margin 3)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 2)
codex-gpt-6.1-sol-low · BA · valid

or-mistral-small4 vs or-openai-gpt-41: or-openai-gpt-41 wins

  • attunement: B (margin 2)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 3)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: B (margin 3)
claude-opus-5-5-low · AB · valid

or-mistral-small4 vs or-openai-gpt-41: or-mistral-small4 wins

  • attunement: A (margin 1)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · BA · valid

qwen38_flash_next vs or-openai-gpt-41: or-openai-gpt-41 wins

  • attunement: B (margin 2)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 1)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: B (margin 1)
codex-gpt-6.1-sol-low · BA · valid

gemma4_e2b vs or-openai-gpt-41: or-openai-gpt-41 wins

  • attunement: B (margin 3)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 3)
  • emotion management: A (margin 1)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: B (margin 2)
claude-opus-5-5-low · AB · valid

gemma4_e2b vs or-openai-gpt-41: or-openai-gpt-41 wins

  • attunement: B (margin 2)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 3)
  • emotion management: A (margin 1)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: B (margin 1)
codex-gpt-6.1-sol-low · AB · valid

or-gpt-5.6-luna vs or-openai-gpt-41: or-gpt-5.6-luna wins

  • attunement: A (margin 3)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 2)
claude-opus-5-5-low · BA · valid

or-mistral-small4 vs or-openai-gpt-41: or-mistral-small4 wins

  • attunement: A (margin 2)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 1)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: B (margin 1)
claude-opus-5-5-low · AB · valid

qwen38_flash_next vs or-openai-gpt-41: qwen38_flash_next wins

  • attunement: A (margin 2)
  • authenticity: A (margin 1)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · BA · valid

gemma4_e2b vs or-openai-gpt-41: or-openai-gpt-41 wins

  • attunement: B (margin 2)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 3)
  • emotion management: A (margin 1)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: B (margin 1)
claude-opus-5-5-low · BA · valid

or-gpt-5.6-luna vs or-openai-gpt-41: or-gpt-5.6-luna wins

  • attunement: A (margin 2)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 2)